{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:25.886721Z",
     "start_time": "2020-04-28T08:37:21.961608Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:25.898718Z",
     "start_time": "2020-04-28T08:37:25.891717Z"
    }
   },
   "outputs": [],
   "source": [
    "bim = open('./test.jpg', 'rb').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:26.686721Z",
     "start_time": "2020-04-28T08:37:25.902718Z"
    }
   },
   "outputs": [],
   "source": [
    "m = tf.saved_model.load('./example/preprocess_550x800/1/model.saved_model/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:27.051929Z",
     "start_time": "2020-04-28T08:37:26.692274Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=800x550 at 0x2564AE92A20>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_normed = m([bim]).numpy()\n",
    "r, g, b = img_normed[0]\n",
    "r = r * 0.229 + 0.485\n",
    "g = g * 0.224 + 0.456\n",
    "b = b * 0.225 + 0.406\n",
    "\n",
    "Image.fromarray(np.transpose((np.stack([r, g, b]) * 255).astype('uint8'), (1, 2, 0)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
